How to get over fear of rejection?

My friends say things like "he's just a boy" or "you've got nothing to lose, just ask" but for me I can't look at it like that. I see it as this is a guy I really like and would be crushed if I got rejected cause I see something special in him. That's why it's so hard for me to ask him out.